White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9468085 | 0.9024400 | 0.9905434 | 0.9560292 | NA |
| bt | 0.8603723 | 0.9552989 | 0.9105623 | 0.6786994 | NA |
| maxnet | 0.7180851 | 0.9126864 | 0.8062596 | 0.5216334 | NA |
| gam | NA | NA | NA | NA | 0.1682391 |
| glm | NA | NA | NA | NA | 0.1887196 |
Variable Importance
